Remote visual analysis of large turbulence databases at multiple scales

The remote analysis and visualization of raw large turbulence datasets is challenging. Current accurate direct numerical simulations (DNS) of turbulent flows generate datasets with billions of points per time-step and several thousand time-steps per simulation. Until recently, the analysis and visua...

Full description

Saved in:

Bibliographic Details
Published in:	Journal of parallel and distributed computing Vol. 120; pp. 115 - 126
Main Authors:	Pulido, Jesus, Livescu, Daniel, Kanov, Kalin, Burns, Randal, Canada, Curtis, Ahrens, James, Hamann, Bernd
Format:	Journal Article
Language:	English
Published:	United States Elsevier Inc 01-10-2018 Elsevier
Subjects:	Computer Science Data Reduction Distributed Systems MATHEMATICS AND COMPUTING Remote Visualization Turbulence Wavelets Wavelets Turbulence Databases Distributed systems Data reduction Remote visualization
Online Access:	Get full text
Tags:	Add Tag No Tags, Be the first to tag this record!

Abstract	The remote analysis and visualization of raw large turbulence datasets is challenging. Current accurate direct numerical simulations (DNS) of turbulent flows generate datasets with billions of points per time-step and several thousand time-steps per simulation. Until recently, the analysis and visualization of such datasets was restricted to scientists with access to large supercomputers. The public Johns Hopkins Turbulence database simplifies access to multi-terabyte turbulence datasets and facilitates the computation of statistics and extraction of features through the use of commodity hardware. We present a framework designed around wavelet-based compression for high-speed visualization of large datasets and methods supporting multi-resolution analysis of turbulence. By integrating common technologies, this framework enables remote access to tools available on supercomputers and over 230 terabytes of DNS data over the Web. The database toolset is expanded by providing access to exploratory data analysis tools, such as wavelet decomposition capabilities and coherent feature extraction. •Data-level wavelet compression reduces bandwidth, memory and compute footprint.•Latency is improved between database components and multi-user support is introduced.•Remote visualization is enabled on a large database cluster using commodity hardware.•New wavelet analysis tools are demonstrated for existing turbulence data cluster.
AbstractList	The remote analysis and visualization of raw large turbulence datasets is challenging. Current accurate direct numerical simulations (DNS) of turbulent flows generate datasets with billions of points per time-step and several thousand time-steps per simulation. Until recently, the analysis and visualization of such datasets was restricted to scientists with access to large supercomputers. The public Johns Hopkins Turbulence database simplifies access to multi-terabyte turbulence datasets and facilitates the computation of statistics and extraction of features through the use of commodity hardware. In this paper, we present a framework designed around wavelet-based compression for high-speed visualization of large datasets and methods supporting multi-resolution analysis of turbulence. By integrating common technologies, this framework enables remote access to tools available on supercomputers and over 230 terabytes of DNS data over the Web. Finally, the database toolset is expanded by providing access to exploratory data analysis tools, such as wavelet decomposition capabilities and coherent feature extraction. The remote analysis and visualization of raw large turbulence datasets is challenging. Current accurate direct numerical simulations (DNS) of turbulent flows generate datasets with billions of points per time-step and several thousand time-steps per simulation. Until recently, the analysis and visualization of such datasets was restricted to scientists with access to large supercomputers. The public Johns Hopkins Turbulence database simplifies access to multi-terabyte turbulence datasets and facilitates the computation of statistics and extraction of features through the use of commodity hardware. We present a framework designed around wavelet-based compression for high-speed visualization of large datasets and methods supporting multi-resolution analysis of turbulence. By integrating common technologies, this framework enables remote access to tools available on supercomputers and over 230 terabytes of DNS data over the Web. The database toolset is expanded by providing access to exploratory data analysis tools, such as wavelet decomposition capabilities and coherent feature extraction. •Data-level wavelet compression reduces bandwidth, memory and compute footprint.•Latency is improved between database components and multi-user support is introduced.•Remote visualization is enabled on a large database cluster using commodity hardware.•New wavelet analysis tools are demonstrated for existing turbulence data cluster.
Author	Hamann, Bernd Canada, Curtis Livescu, Daniel Burns, Randal Kanov, Kalin Ahrens, James Pulido, Jesus
Author_xml	– sequence: 1 givenname: Jesus surname: Pulido fullname: Pulido, Jesus email: jpulido@ucdavis.edu organization: Department of Computer Science, University of California, Davis, CA 95616, USA – sequence: 2 givenname: Daniel orcidid: 0000-0003-2367-1547 surname: Livescu fullname: Livescu, Daniel email: livescu@lanl.gov organization: Los Alamos National Laboratory, Los Alamos, NM 87544, USA – sequence: 3 givenname: Kalin orcidid: 0000-0002-6323-9081 surname: Kanov fullname: Kanov, Kalin email: kalin@cs.jhu.edu organization: Johns Hopkins University, Baltimore, MD 21218, USA – sequence: 4 givenname: Randal surname: Burns fullname: Burns, Randal email: randal@cs.jhu.edu organization: Johns Hopkins University, Baltimore, MD 21218, USA – sequence: 5 givenname: Curtis surname: Canada fullname: Canada, Curtis email: cvc@lanl.gov organization: Los Alamos National Laboratory, Los Alamos, NM 87544, USA – sequence: 6 givenname: James surname: Ahrens fullname: Ahrens, James email: ahrens@lanl.gov organization: Los Alamos National Laboratory, Los Alamos, NM 87544, USA – sequence: 7 givenname: Bernd surname: Hamann fullname: Hamann, Bernd email: hamann@cs.ucdavis.edu organization: Department of Computer Science, University of California, Davis, CA 95616, USA
BackLink	https://www.osti.gov/servlets/purl/1457276$$D View this record in Osti.gov
BookMark	eNp9kE9LwzAYxoNMcE6_gKfgvTVv0yQdeJGhUxgIoueQJW81I2tHkg727W2ZZ0_v4fnD8_6uyazrOyTkDlgJDOTDrtwdnC0rBk3JRMkALsgc2FIWrKmbGZkzVfNCcRBX5DqlHRsdQjVzsv7AfZ-RHn0aTKCmM-GUfKJ9S4OJ30jzELdDwM4idSabrUmYqMl0P4TsDwFpsiZguiGXrQkJb__ugny9PH-uXovN-_pt9bQpLFeQC66k4lxCzZdLtMidkLWDrW3bCmvplBsnI29do2wLrBKj1CCCQyEVq6zgC3J_7u1T9jpZn9H-2L7r0GYNtVCVkqOpOpts7FOK2OpD9HsTTxqYnnjpnZ546YmXZkKPNMbQ4zmE4_yjxzi1T387H6dy1_v_4r-ytnXP
CitedBy_id	crossref_primary_10_1016_j_cag_2020_03_002 crossref_primary_10_1016_j_paerosci_2019_04_004 crossref_primary_10_1088_1742_6596_1290_1_012008 crossref_primary_10_1111_cgf_13671 crossref_primary_10_1109_TVCG_2020_3030381
Cites_doi	10.1146/annurev.fl.24.010192.002143 10.1109/TVCG.2006.186 10.1098/rsta.2012.0185 10.1109/TVCG.2014.2346458 10.1017/S002211200800092X 10.1109/38.865875 10.1109/78.157290 10.1080/14685240500149831 10.1109/TVCG.2012.274 10.1109/TVCG.2009.69 10.1017/S0022112010000571 10.1017/S0022112008001481 10.1016/j.compfluid.2015.11.001
ContentType	Journal Article
Copyright	2018 Elsevier Inc.
Copyright_xml	– notice: 2018 Elsevier Inc.
CorporateAuthor	Los Alamos National Lab. (LANL), Los Alamos, NM (United States)
CorporateAuthor_xml	– name: Los Alamos National Lab. (LANL), Los Alamos, NM (United States)
DBID	AAYXX CITATION OIOZB OTOTI
DOI	10.1016/j.jpdc.2018.05.011
DatabaseName	CrossRef OSTI.GOV - Hybrid OSTI.GOV
DatabaseTitle	CrossRef
DatabaseTitleList
DeliveryMethod	fulltext_linktorsrc
Discipline	Computer Science
EISSN	1096-0848
EndPage	126
ExternalDocumentID	1457276 10_1016_j_jpdc_2018_05_011 S0743731518303927
GroupedDBID	--K --M -~X .~1 0R~ 1B1 1~. 1~5 29L 4.4 457 4G. 5GY 5VS 7-5 71M 8P~ 9JN AACTN AAEDT AAEDW AAIAV AAIKJ AAKOC AALRI AAOAW AAQFI AAQXK AAXUO AAYFN ABBOA ABEFU ABFNM ABFSI ABJNI ABMAC ABTAH ABXDB ABYKQ ACDAQ ACGFS ACNNM ACRLP ACZNC ADBBV ADEZE ADFGL ADHUB ADJOM ADMUD ADTZH AEBSH AECPX AEKER AENEX AFKWA AFTJW AGHFR AGUBO AGYEJ AHHHB AHJVU AHZHX AIALX AIEXJ AIKHN AITUG AJBFU AJOXV ALMA_UNASSIGNED_HOLDINGS AMFUW AMRAJ AOUOD ASPBG AVWKF AXJTR AZFZN BJAXD BKOJK BLXMC CAG COF CS3 DM4 DU5 E.L EBS EFBJH EFLBG EJD EO8 EO9 EP2 EP3 F5P FDB FEDTE FGOYB FIRID FNPLU FYGXN G-2 G-Q G8K GBLVA GBOLZ HLZ HVGLF HZ~ H~9 IHE J1W JJJVA K-O KOM LG5 LG9 LY7 M41 MO0 N9A O-L O9- OAUVE OZT P-8 P-9 P2P PC. Q38 R2- RIG ROL RPZ SBC SDF SDG SDP SES SET SEW SPC SPCBC SST SSV SSZ T5K TN5 TWZ WUQ XJT XOL XPP ZMT ZU3 ZY4 ~G- ~G0 AAXKI AAYXX ABDPE ADVLN AFJKZ AKRWK CITATION AALMO ABPIF EFJIC OIOZB OTOTI
ID	FETCH-LOGICAL-c371t-376733614399ece3d564d1bcff2e46d7d096e3fd87cf10251bc8ee1de56702c53
ISSN	0743-7315
IngestDate	Fri May 19 02:19:55 EDT 2023 Thu Nov 21 23:13:09 EST 2024 Fri Feb 23 02:46:32 EST 2024
IsDoiOpenAccess	true
IsOpenAccess	true
IsPeerReviewed	true
IsScholarly	true
Keywords	Wavelets Turbulence Databases Distributed systems Data reduction Remote visualization
Language	English
LinkModel	OpenURL
MergedId	FETCHMERGED-LOGICAL-c371t-376733614399ece3d564d1bcff2e46d7d096e3fd87cf10251bc8ee1de56702c53
Notes	LA-UR-17-20757 AC52-06NA25396 USDOE National Nuclear Security Administration (NNSA)
ORCID	0000-0003-2367-1547 0000-0002-6323-9081
OpenAccessLink	https://www.osti.gov/servlets/purl/1457276
PageCount	12
ParticipantIDs	osti_scitechconnect_1457276 crossref_primary_10_1016_j_jpdc_2018_05_011 elsevier_sciencedirect_doi_10_1016_j_jpdc_2018_05_011
PublicationCentury	2000
PublicationDate	2018-10-01
PublicationDateYYYYMMDD	2018-10-01
PublicationDate_xml	– month: 10 year: 2018 text: 2018-10-01 day: 01
PublicationDecade	2010
PublicationPlace	United States
PublicationPlace_xml	– name: United States
PublicationTitle	Journal of parallel and distributed computing
PublicationYear	2018
Publisher	Elsevier Inc Elsevier
Publisher_xml	– name: Elsevier Inc – name: Elsevier
References	Lakshminarasimhan, Shah, Ethier, Klasky, Latham, Ross, Samatova (b13) 2011 Laney, Bremer, Mascarenhas, Miller, Pascucci (b14) 2006; 12 Roussel, Schneider, Farge (b24) 2005 Shensa (b26) 1992; 40 Cedilnik, Geveci, Moreland, Ahrens, Favre (b6) 2006 Perlman, Burns, Li, Meneveau (b22) 2007 Schroeder, Avila, Hoffman (b25) 2000; 20 Bermejo-Moreno, Pullin (b4) 2008; 603 Guthe, Wand, Gonser, Strasser (b12) 2002 Trott, Moorhead, McGinley (b29) 1996 Sweldens (b27) 1997 Graham, Lee, Malaya, Moser, Eyink, Meneveau, Kanov, Burns, Szalay (b11) 2013 Ayachit (b3) 2015 Livescu, Ristorcelli (b21) 2009 Farge (b9) 1992; 24 Livescu (b18) 2013; 371 Gough (b10) 2009 Treib, Burger, Reichl, Meneveau, Szalay, Westermann (b28) 2012; 18 Lippert, Gross, Kurmann (b17) 1997 . Pulido, Livescu, Woodring, Ahrens, Hamann (b23) 2016; 125 Livescu, Ristorcelli (b20) 2008; 605 Ahrens, Geveci, Law (b1) 2005 Bremer, Weber, Pascucci, Day, Bell (b5) 2010; 16 Woodring, Mniszewski, Brislawn, DeMarle, Ahrens (b30) 2011 Lindstrom (b16) 2014; 20 H. Aluie, G. Eyink, E. Vishniac, S. Chen, K. Kanov, R. Burns, C. Meneveau, A. Szalay, Forced MHD turbulence data set, 2013. Li, Perlman, Wan, Yang, Meneveau, Burns, Chen, Szalay, Eyink (b15) 2008; 9 Childs, Brugger, Bonnell, Meredith, Miller, Whitlock, Max (b7) 2005 Daubechies (b8) 1992 D. Livescu, C. Canada, K. Kanov, R. Burns, IDIES, J. Pulido, Homogeneous Buoyancy driven turbulence data set, 2014. Yang, Pullin, Bermejo-Moreno (b31) 2010; 654 Lakshminarasimhan (10.1016/j.jpdc.2018.05.011_b13) 2011 Li (10.1016/j.jpdc.2018.05.011_b15) 2008; 9 Laney (10.1016/j.jpdc.2018.05.011_b14) 2006; 12 Gough (10.1016/j.jpdc.2018.05.011_b10) 2009 Bermejo-Moreno (10.1016/j.jpdc.2018.05.011_b4) 2008; 603 10.1016/j.jpdc.2018.05.011_b19 Treib (10.1016/j.jpdc.2018.05.011_b28) 2012; 18 Farge (10.1016/j.jpdc.2018.05.011_b9) 1992; 24 Livescu (10.1016/j.jpdc.2018.05.011_b18) 2013; 371 Lindstrom (10.1016/j.jpdc.2018.05.011_b16) 2014; 20 Pulido (10.1016/j.jpdc.2018.05.011_b23) 2016; 125 Childs (10.1016/j.jpdc.2018.05.011_b7) 2005 Livescu (10.1016/j.jpdc.2018.05.011_b20) 2008; 605 Yang (10.1016/j.jpdc.2018.05.011_b31) 2010; 654 10.1016/j.jpdc.2018.05.011_b2 Roussel (10.1016/j.jpdc.2018.05.011_b24) 2005 Trott (10.1016/j.jpdc.2018.05.011_b29) 1996 Cedilnik (10.1016/j.jpdc.2018.05.011_b6) 2006 Sweldens (10.1016/j.jpdc.2018.05.011_b27) 1997 Guthe (10.1016/j.jpdc.2018.05.011_b12) 2002 Schroeder (10.1016/j.jpdc.2018.05.011_b25) 2000; 20 Shensa (10.1016/j.jpdc.2018.05.011_b26) 1992; 40 Graham (10.1016/j.jpdc.2018.05.011_b11) 2013 Livescu (10.1016/j.jpdc.2018.05.011_b21) 2009 Ayachit (10.1016/j.jpdc.2018.05.011_b3) 2015 Perlman (10.1016/j.jpdc.2018.05.011_b22) 2007 Ahrens (10.1016/j.jpdc.2018.05.011_b1) 2005 Lippert (10.1016/j.jpdc.2018.05.011_b17) 1997 Woodring (10.1016/j.jpdc.2018.05.011_b30) 2011 Daubechies (10.1016/j.jpdc.2018.05.011_b8) 1992 Bremer (10.1016/j.jpdc.2018.05.011_b5) 2010; 16
References_xml	– volume: 371 start-page: 20120185 year: 2013 ident: b18 article-title: Numerical simulations of two-fluid turbulent mixing at large density ratios and applications to the Rayleigh–Taylor instability publication-title: Phil. Trans. R. Soc. A contributor: fullname: Livescu – volume: 603 start-page: 101 year: 2008 end-page: 135 ident: b4 article-title: On the non-local geometry of turbulence publication-title: J. Fluid Mech. contributor: fullname: Pullin – year: 1996 ident: b29 article-title: Wavelets applied to loseless compression and progressive transmission of floating point data in 3-d curvilinear grids publication-title: Proceedings of the 7th Conference on Visualization ’96 contributor: fullname: McGinley – volume: 654 start-page: 233 year: 2010 end-page: 270 ident: b31 article-title: Multiscale geometric analysis of lagrangian structures in isotropic turbulence publication-title: J. Fluid Mech. contributor: fullname: Bermejo-Moreno – year: 2013 ident: b11 article-title: Turbulent Channel Flow Data Set contributor: fullname: Szalay – volume: 24 start-page: 395 year: 1992 end-page: 458 ident: b9 article-title: Wavelet transforms and their applications to turbulence publication-title: Annu. Rev. Fluid Mech. contributor: fullname: Farge – volume: 12 start-page: 1053 year: 2006 end-page: 1060 ident: b14 article-title: Understanding the structure of the turbulent mixing layer in hydrodynamic instabilities publication-title: IEEE Trans. Vis. Comput. Graphics contributor: fullname: Pascucci – volume: 9 year: 2008 ident: b15 article-title: A public turbulence database cluster and applications to study lagrangian evolution of velocity increments in turbulence publication-title: J. Turbul. contributor: fullname: Eyink – year: 1997 ident: b17 article-title: Compression domain volume rendering for distributed environments publication-title: Computer Graphics Forum, vol. 16(s3) contributor: fullname: Kurmann – volume: 18 start-page: 2169 year: 2012 end-page: 2177 ident: b28 article-title: Turbulence visualization at the terascale on desktop pcs publication-title: IEEE Trans. Vis. Comput. Graphics contributor: fullname: Westermann – start-page: 717 year: 2005 ident: b1 article-title: ParaView: An end-user tool for large-data visualization publication-title: The Visualization Handbook contributor: fullname: Law – volume: 20 start-page: 2674 year: 2014 end-page: 2683 ident: b16 article-title: Fixed-Rate compressed floating-point arrays publication-title: IEEE Trans. Vis. Comput. Graphics contributor: fullname: Lindstrom – volume: 605 start-page: 145 year: 2008 end-page: 180 ident: b20 article-title: Variable-density mixing in buoyancy-driven turbulence publication-title: J. Fluid Mech. contributor: fullname: Ristorcelli – year: 2015 ident: b3 article-title: The ParaView Guide: A Parallel Visualization Application contributor: fullname: Ayachit – start-page: 31 year: 2011 end-page: 38 ident: b30 article-title: Revisiting wavelet compression for large-scale climate data using jpeg 2000 and ensuring data precision publication-title: Symposium on Large Data Analysis and Visualization, LDAV contributor: fullname: Ahrens – start-page: 366 year: 2011 end-page: 379 ident: b13 article-title: Compressing the incompressible with isabela: in-situ reduction of spatio-temporal data publication-title: Euro-Par 2011 Parallel Processing: 17th International Conference, Euro-Par 2011, Bordeaux, France, August 29–September 2, 2011, Proceedings, Part I contributor: fullname: Samatova – start-page: 163 year: 2006 end-page: 170 ident: b6 article-title: Remote large data visualization in the paraview framework publication-title: Proceedings of the 6th Eurographics Conference on Parallel Graphics and Visualization contributor: fullname: Favre – volume: 40 start-page: 2464 year: 1992 end-page: 2482 ident: b26 article-title: The discrete wavelet transform: wedding the a trous and Mallat Algorithms publication-title: IEEE Trans. Signal Process. contributor: fullname: Shensa – start-page: 190 year: 2005 end-page: 198 ident: b7 article-title: A contract-based system for large data visualization publication-title: Proceedings of IEEE Visualization 2005 contributor: fullname: Max – volume: 20 start-page: 20 year: 2000 end-page: 27 ident: b25 article-title: Visualizing with VTK: a tutorial publication-title: IEEE Comput. Graph. Appl. contributor: fullname: Hoffman – volume: 16 start-page: 248 year: 2010 end-page: 260 ident: b5 article-title: Analyzing and tracking burning structures in lean premixed hydrogen flames publication-title: IEEE Trans. Vis. Comput. Graphics contributor: fullname: Bell – year: 2009 ident: b10 article-title: GNU Scientific Library Reference Manual contributor: fullname: Gough – year: 1992 ident: b8 article-title: Ten Lectures on Wavelets contributor: fullname: Daubechies – start-page: 545 year: 2009 end-page: 548 ident: b21 article-title: Mixing asymmetry in variable density turbulence publication-title: Advances in Turbulence XII contributor: fullname: Ristorcelli – year: 2007 ident: b22 article-title: Data exploration of turbulence simulations using a database cluster publication-title: Proceedings of the ACM/IEEE Conference on Supercomputing contributor: fullname: Meneveau – start-page: N11 year: 2005 ident: b24 article-title: Coherent vortex extraction in 3D homogeneous turbulence: comparison between orthogonal and biorthogonal wavelet decompositions publication-title: J. Turbul. contributor: fullname: Farge – year: 1997 ident: b27 article-title: The Lifting Scheme: A Construction of Second Generation Wavelets contributor: fullname: Sweldens – start-page: 53 year: 2002 end-page: 60 ident: b12 article-title: Interactive rendering of large volume data sets publication-title: IEEE Visualization, 2002, VIS 2002 contributor: fullname: Strasser – volume: 125 start-page: 39 year: 2016 end-page: 58 ident: b23 article-title: Survey and analysis of multiresolution methods for turbulence data publication-title: Comput. & Fluids contributor: fullname: Hamann – start-page: 366 year: 2011 ident: 10.1016/j.jpdc.2018.05.011_b13 article-title: Compressing the incompressible with isabela: in-situ reduction of spatio-temporal data contributor: fullname: Lakshminarasimhan – ident: 10.1016/j.jpdc.2018.05.011_b2 – year: 1997 ident: 10.1016/j.jpdc.2018.05.011_b27 contributor: fullname: Sweldens – volume: 24 start-page: 395 issue: 1 year: 1992 ident: 10.1016/j.jpdc.2018.05.011_b9 article-title: Wavelet transforms and their applications to turbulence publication-title: Annu. Rev. Fluid Mech. doi: 10.1146/annurev.fl.24.010192.002143 contributor: fullname: Farge – year: 1992 ident: 10.1016/j.jpdc.2018.05.011_b8 contributor: fullname: Daubechies – year: 2015 ident: 10.1016/j.jpdc.2018.05.011_b3 contributor: fullname: Ayachit – year: 1996 ident: 10.1016/j.jpdc.2018.05.011_b29 article-title: Wavelets applied to loseless compression and progressive transmission of floating point data in 3-d curvilinear grids contributor: fullname: Trott – volume: 12 start-page: 1053 issue: 5 year: 2006 ident: 10.1016/j.jpdc.2018.05.011_b14 article-title: Understanding the structure of the turbulent mixing layer in hydrodynamic instabilities publication-title: IEEE Trans. Vis. Comput. Graphics doi: 10.1109/TVCG.2006.186 contributor: fullname: Laney – volume: 371 start-page: 20120185 year: 2013 ident: 10.1016/j.jpdc.2018.05.011_b18 article-title: Numerical simulations of two-fluid turbulent mixing at large density ratios and applications to the Rayleigh–Taylor instability publication-title: Phil. Trans. R. Soc. A doi: 10.1098/rsta.2012.0185 contributor: fullname: Livescu – year: 2007 ident: 10.1016/j.jpdc.2018.05.011_b22 article-title: Data exploration of turbulence simulations using a database cluster contributor: fullname: Perlman – year: 2009 ident: 10.1016/j.jpdc.2018.05.011_b10 contributor: fullname: Gough – volume: 9 issue: 31 year: 2008 ident: 10.1016/j.jpdc.2018.05.011_b15 article-title: A public turbulence database cluster and applications to study lagrangian evolution of velocity increments in turbulence publication-title: J. Turbul. contributor: fullname: Li – volume: 20 start-page: 2674 issue: 12 year: 2014 ident: 10.1016/j.jpdc.2018.05.011_b16 article-title: Fixed-Rate compressed floating-point arrays publication-title: IEEE Trans. Vis. Comput. Graphics doi: 10.1109/TVCG.2014.2346458 contributor: fullname: Lindstrom – volume: 603 start-page: 101 year: 2008 ident: 10.1016/j.jpdc.2018.05.011_b4 article-title: On the non-local geometry of turbulence publication-title: J. Fluid Mech. doi: 10.1017/S002211200800092X contributor: fullname: Bermejo-Moreno – year: 2013 ident: 10.1016/j.jpdc.2018.05.011_b11 contributor: fullname: Graham – volume: 20 start-page: 20 issue: 5 year: 2000 ident: 10.1016/j.jpdc.2018.05.011_b25 article-title: Visualizing with VTK: a tutorial publication-title: IEEE Comput. Graph. Appl. doi: 10.1109/38.865875 contributor: fullname: Schroeder – start-page: 31 year: 2011 ident: 10.1016/j.jpdc.2018.05.011_b30 article-title: Revisiting wavelet compression for large-scale climate data using jpeg 2000 and ensuring data precision contributor: fullname: Woodring – volume: 40 start-page: 2464 issue: 10 year: 1992 ident: 10.1016/j.jpdc.2018.05.011_b26 article-title: The discrete wavelet transform: wedding the a trous and Mallat Algorithms publication-title: IEEE Trans. Signal Process. doi: 10.1109/78.157290 contributor: fullname: Shensa – start-page: 190 year: 2005 ident: 10.1016/j.jpdc.2018.05.011_b7 article-title: A contract-based system for large data visualization contributor: fullname: Childs – start-page: N11 year: 2005 ident: 10.1016/j.jpdc.2018.05.011_b24 article-title: Coherent vortex extraction in 3D homogeneous turbulence: comparison between orthogonal and biorthogonal wavelet decompositions publication-title: J. Turbul. doi: 10.1080/14685240500149831 contributor: fullname: Roussel – ident: 10.1016/j.jpdc.2018.05.011_b19 – start-page: 53 year: 2002 ident: 10.1016/j.jpdc.2018.05.011_b12 article-title: Interactive rendering of large volume data sets contributor: fullname: Guthe – volume: 18 start-page: 2169 issue: 12 year: 2012 ident: 10.1016/j.jpdc.2018.05.011_b28 article-title: Turbulence visualization at the terascale on desktop pcs publication-title: IEEE Trans. Vis. Comput. Graphics doi: 10.1109/TVCG.2012.274 contributor: fullname: Treib – volume: 16 start-page: 248 issue: 2 year: 2010 ident: 10.1016/j.jpdc.2018.05.011_b5 article-title: Analyzing and tracking burning structures in lean premixed hydrogen flames publication-title: IEEE Trans. Vis. Comput. Graphics doi: 10.1109/TVCG.2009.69 contributor: fullname: Bremer – year: 1997 ident: 10.1016/j.jpdc.2018.05.011_b17 article-title: Compression domain volume rendering for distributed environments contributor: fullname: Lippert – start-page: 545 year: 2009 ident: 10.1016/j.jpdc.2018.05.011_b21 article-title: Mixing asymmetry in variable density turbulence contributor: fullname: Livescu – volume: 654 start-page: 233 year: 2010 ident: 10.1016/j.jpdc.2018.05.011_b31 article-title: Multiscale geometric analysis of lagrangian structures in isotropic turbulence publication-title: J. Fluid Mech. doi: 10.1017/S0022112010000571 contributor: fullname: Yang – start-page: 717 year: 2005 ident: 10.1016/j.jpdc.2018.05.011_b1 article-title: ParaView: An end-user tool for large-data visualization contributor: fullname: Ahrens – volume: 605 start-page: 145 year: 2008 ident: 10.1016/j.jpdc.2018.05.011_b20 article-title: Variable-density mixing in buoyancy-driven turbulence publication-title: J. Fluid Mech. doi: 10.1017/S0022112008001481 contributor: fullname: Livescu – volume: 125 start-page: 39 year: 2016 ident: 10.1016/j.jpdc.2018.05.011_b23 article-title: Survey and analysis of multiresolution methods for turbulence data publication-title: Comput. & Fluids doi: 10.1016/j.compfluid.2015.11.001 contributor: fullname: Pulido – start-page: 163 year: 2006 ident: 10.1016/j.jpdc.2018.05.011_b6 article-title: Remote large data visualization in the paraview framework contributor: fullname: Cedilnik
SSID	ssj0011578
Score	2.2986774
Snippet	The remote analysis and visualization of raw large turbulence datasets is challenging. Current accurate direct numerical simulations (DNS) of turbulent flows...
SourceID	osti crossref elsevier
SourceType	Open Access Repository Aggregation Database Publisher
StartPage	115
SubjectTerms	Computer Science Data Reduction Distributed Systems MATHEMATICS AND COMPUTING Remote Visualization Turbulence Wavelets
Title	Remote visual analysis of large turbulence databases at multiple scales
URI	https://dx.doi.org/10.1016/j.jpdc.2018.05.011 https://www.osti.gov/servlets/purl/1457276
Volume	120
hasFullText	1
inHoldings	1
isFullTextHit
isPrint
link	http://sdu.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1La9wwEBabzaWXtumDpnmgQ2-Lg2VLlnNM0-2L0kOTQm7GlmTYxewu8Tq_vzMeS94mtLSFXsyuQLaY-ZgZy998YuxNXFYlFMrnkdBGR1JrHZWQlyNhzhNdKimqqj_E9kp_vcnfzeV8MvEngI1j_9XTMAa-xs7Zv_B2uCkMwG_wOVzB63D9I79_c2B8N7tbtF0vAzBqjjRI-p5Biqm6vtNohuxQzGItdjQGZmELXhuIhQ-LVlQKbxpH-gIWRXfxvCzXt8Ztuq3Pgxhru2Zh6bOOa7tQuX9BmVvTjd3tIeKXq_Ud8TuaRUDsW3gy7QXhjkezu0ch8sB2GzbOfPPMT9zOXh1Vp9TNeeYo_sbIic5JfDME6CTeCbHCT6B_1G__IBHQnsTybLmxKFQpctJnFWPaC2TEK1wIrgOiWwzlot5j-wmELTll-xef5jefw1cpoSiz-4UPTVjEF7z_pF8VOtM1xO6dGub6KXs8-JFfEGoO2MStnrEn_mAPPsT55-wDgYgTiLgHEV_XvAcRH0HEA4h4ueUeRJxA9IJ9fz-_vvwYDSduRCbVYovZBuUxBb6kOuNSqzJpRWXqOnEys9qCe1xa21ybWuDbaWVy54R1KtNxYlT6kk1X65V7xbhxStRJZuF9XkpTpjmqQJW1VU7FTprkkM28eYoNCasUnnG4LNCYBRqziFUBxjxkyluwGEpDKvkKcPhv5x2huXEOaiIbJI_BJCEV1O3Z63-86xF7NKL8mE23t507YXut7U4HyPwA0vWQ6g
link.rule.ids	230,315,782,786,887,27934,27935
linkProvider	Elsevier
openUrl	ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Remote+visual+analysis+of+large+turbulence+databases+at+multiple+scales&rft.jtitle=Journal+of+parallel+and+distributed+computing&rft.au=Pulido%2C+Jesus&rft.au=Livescu%2C+Daniel&rft.au=Kanov%2C+Kalin&rft.au=Burns%2C+Randal&rft.date=2018-10-01&rft.pub=Elsevier+Inc&rft.issn=0743-7315&rft.eissn=1096-0848&rft.volume=120&rft.spage=115&rft.epage=126&rft_id=info:doi/10.1016%2Fj.jpdc.2018.05.011&rft.externalDocID=S0743731518303927
thumbnail_l	http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0743-7315&client=summon
thumbnail_m	http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0743-7315&client=summon
thumbnail_s	http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0743-7315&client=summon